The highest posterior density interval (HPDI) is a credible interval used in Bayesian statistics that captures the most probable values of a parameter based on the posterior distribution. It is defined such that the interval contains the true parameter value with a certain probability, while also ensuring that it includes only the regions of the distribution where the density is highest. This concept is crucial for Bayesian estimation as it provides a meaningful way to quantify uncertainty around parameter estimates.
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